Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "117"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 117 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 52 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 50 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 117, Node N07:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459867 digital_ok 100.00% 100.00% 100.00% 0.00% - - 15.562909 18.663192 56.403070 59.981774 5.923497 10.050600 2.733114 5.839415 0.0276 0.0317 0.0033 nan nan
2459866 digital_ok 100.00% 100.00% 100.00% 0.00% - - 17.986451 21.231322 53.165985 56.726566 6.815218 11.346878 2.381233 3.778419 0.0278 0.0347 0.0054 nan nan
2459865 digital_ok 100.00% 100.00% 100.00% 0.00% - - 19.965871 24.165186 64.698272 69.251265 15.957774 24.077408 14.960387 13.676201 0.0276 0.0296 0.0021 nan nan
2459864 digital_ok 100.00% 100.00% 100.00% 0.00% - - 24.122932 29.055499 25.856475 28.388254 8.402641 13.472319 4.658406 10.601366 0.0276 0.0304 0.0023 nan nan
2459863 digital_ok 100.00% 100.00% 100.00% 0.00% - - 14.614176 17.687214 8.187878 9.153651 3.127101 5.224011 1.834099 4.474020 0.0273 0.0311 0.0030 nan nan
2459862 digital_ok 100.00% 100.00% 100.00% 0.00% - - 14.523207 17.897548 29.534118 32.636127 12.499040 19.084122 1.426975 3.296008 0.0277 0.0328 0.0038 nan nan
2459861 digital_ok 100.00% 100.00% 100.00% 0.00% - - 11.148989 13.360104 8.240079 9.369622 2.636432 3.329967 1.585610 4.139161 0.0276 0.0305 0.0026 nan nan
2459860 digital_ok 100.00% 100.00% 100.00% 0.00% - - 12.199482 14.677408 24.712981 27.156191 14.903698 21.803902 1.786339 3.492465 0.0272 0.0304 0.0027 nan nan
2459859 digital_ok 100.00% 100.00% 100.00% 0.00% - - 10.205199 12.556175 8.902372 10.055241 2.350371 2.921069 0.854579 2.401374 0.0277 0.0313 0.0031 nan nan
2459858 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 11.094904 13.405770 9.208651 10.313617 2.424045 3.065838 1.608488 4.098259 0.0276 0.0313 0.0031 1.203227 1.197380
2459857 digital_ok 100.00% 100.00% 100.00% 0.00% - - 5.630664 5.219588 1.538341 2.134513 0.009864 3.872686 5.126125 14.494435 0.0265 0.0232 0.0017 nan nan
2459856 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.483566 20.113091 23.225246 25.417648 6.840771 12.322249 2.767899 5.423829 0.0280 0.0317 0.0033 1.220251 1.212565
2459855 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.301739 19.833631 24.279330 26.354313 2.616631 4.289259 0.910225 2.210288 0.0279 0.0323 0.0035 1.191535 1.186320
2459854 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.389780 18.310327 18.591335 20.135866 3.737423 4.255295 3.288178 5.949490 0.0278 0.0318 0.0033 1.216973 1.211584
2459853 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.403660 17.543541 25.259488 27.863669 7.252044 11.133811 3.065071 5.836944 0.0276 0.0327 0.0042 1.210436 1.201127
2459852 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.816869 17.701358 26.216631 29.271484 15.779585 20.049873 16.674647 16.448426 0.0271 0.0290 0.0017 1.175586 1.172236
2459850 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.761424 20.403151 23.114965 25.920001 10.408912 19.874972 6.283832 18.831946 0.0275 0.0305 0.0026 1.199144 1.190040
2459849 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.987014 19.165618 46.609552 51.187326 7.196508 13.040229 3.643194 8.303026 0.0274 0.0316 0.0033 1.207937 1.199031
2459848 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.426500 17.077771 29.951169 33.287775 14.355314 21.888279 1.242887 4.205067 0.0275 0.0322 0.0039 1.203630 1.198845
2459847 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.597362 19.668292 27.972391 31.414819 21.629479 28.071034 0.120008 1.624866 0.0274 0.0291 0.0016 1.210893 1.204691
2459846 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 26.055186 28.489655 33.915947 36.343318 21.851918 21.191096 3.828109 4.726425 0.0272 0.0284 0.0013 1.188304 1.191179
2459845 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459844 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459843 digital_ok 100.00% 100.00% 99.45% 0.00% 100.00% 0.00% 18.171695 20.273842 15.322210 16.687280 64.382277 70.800352 0.037918 -0.096480 0.0287 0.0928 0.0511 1.256043 1.277511
2459840 digital_ok 0.00% 100.00% 100.00% 0.00% - - 1.209421 0.680139 1.134739 1.212265 1.008307 0.314623 -0.650405 -2.263332 0.0276 0.0248 0.0022 nan nan
2459839 digital_ok 100.00% - - - - - 0.999081 0.247763 14.500012 14.114862 4.975380 3.669921 12.999624 11.271941 nan nan nan nan nan
2459838 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.664051 20.016918 18.011575 19.562857 21.465975 31.219233 0.106256 -0.096987 0.0284 0.0558 0.0178 1.173173 1.196367
2459836 digital_ok - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0554 0.0674 0.0006 nan nan
2459835 digital_ok 0.00% 100.00% 100.00% 0.00% - - 0.331087 0.057206 2.177874 1.998812 0.561404 -0.458385 -0.623265 -1.492391 0.0611 0.0628 -0.0015 nan nan
2459833 digital_ok 0.00% 100.00% 100.00% 0.00% - - 0.796120 0.712300 3.258206 3.211283 2.213129 0.004896 -0.358469 -1.751848 0.0767 0.0828 0.0016 nan nan
2459832 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 1.053550 0.660086 3.441466 3.568242 1.142015 -0.812564 -0.934431 -1.358033 0.8138 0.5430 0.5773 2.103895 1.651228
2459831 digital_ok 100.00% 100.00% 44.89% 0.00% - - 1.706109 0.155805 18.232628 17.566711 6.364690 4.960690 -0.509843 -1.923339 0.2166 0.2512 0.0564 nan nan
2459830 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.768332 0.851405 5.508717 5.461893 3.426457 0.961183 -1.067331 -1.981150 0.8146 0.5622 0.5530 5.913226 5.181606
2459829 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.640250 0.849415 5.249329 5.302716 1.981477 0.600922 -0.513071 -1.526467 0.7541 0.6819 0.4139 13.573597 16.474962
2459828 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.654793 1.017515 4.172508 4.289003 4.446967 2.379093 -1.547389 -2.301147 0.8116 0.5633 0.5424 3.874788 3.670239
2459827 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.261838 1.046594 7.002217 7.079434 1.434016 0.396057 0.945010 -0.726477 0.7471 0.6697 0.4298 12.024668 11.162623
2459826 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.049196 1.230287 6.040814 6.291068 6.737155 3.667565 -1.150888 -1.584958 0.7972 0.5407 0.5431 0.000000 0.000000
2459825 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.750120 1.105408 3.895990 4.078068 2.311273 1.259878 -0.868477 -1.012591 0.8031 0.5750 0.5298 7.383890 6.524702
2459824 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.122216 0.945873 4.880797 5.094955 -0.798067 -1.270677 -0.357337 -0.866763 0.6957 0.7307 0.3920 7.805289 7.031568
2459823 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.293578 2.307048 5.183036 5.516737 4.995661 5.092739 -1.095148 -1.536233 0.7526 0.6417 0.4844 166.986820 171.706242
2459822 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.840545 1.786963 5.677866 5.745628 4.272387 3.085362 -0.919780 -1.012424 0.7932 0.5761 0.5315 5.848053 5.642379
2459821 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.433047 2.873346 4.978774 5.492063 1.759841 1.887078 -1.642215 -1.810884 0.7963 0.5982 0.5283 5.591053 5.203886
2459820 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.767217 1.406291 5.863985 5.663937 7.720127 2.459588 -0.288660 -1.287972 0.7557 0.6740 0.4430 4.692822 4.935374
2459817 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 2.882444 1.894961 3.925535 3.706619 3.616925 2.838962 -0.787475 -0.791969 0.7996 0.6352 0.5263 1.911886 1.684048
2459816 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.834542 1.218014 5.347671 4.228469 5.006655 3.066430 -0.676319 -1.102527 0.8493 0.5927 0.5975 4.426738 4.187427
2459815 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.575080 1.625580 4.506063 3.781480 5.184006 3.775781 -1.242848 -1.124100 0.8060 0.6699 0.5158 5.083047 5.274326
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.541582 4.649078 4.741199 4.962308 12.024689 10.652223 -0.453702 -0.975268 0.7745 0.7065 0.4284 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 117: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 59.981774 15.562909 18.663192 56.403070 59.981774 5.923497 10.050600 2.733114 5.839415

Antenna 117: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 56.726566 21.231322 17.986451 56.726566 53.165985 11.346878 6.815218 3.778419 2.381233

Antenna 117: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 69.251265 19.965871 24.165186 64.698272 69.251265 15.957774 24.077408 14.960387 13.676201

Antenna 117: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Shape 29.055499 29.055499 24.122932 28.388254 25.856475 13.472319 8.402641 10.601366 4.658406

Antenna 117: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Shape 17.687214 14.614176 17.687214 8.187878 9.153651 3.127101 5.224011 1.834099 4.474020

Antenna 117: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 32.636127 14.523207 17.897548 29.534118 32.636127 12.499040 19.084122 1.426975 3.296008

Antenna 117: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Shape 13.360104 13.360104 11.148989 9.369622 8.240079 3.329967 2.636432 4.139161 1.585610

Antenna 117: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 27.156191 12.199482 14.677408 24.712981 27.156191 14.903698 21.803902 1.786339 3.492465

Antenna 117: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Shape 12.556175 10.205199 12.556175 8.902372 10.055241 2.350371 2.921069 0.854579 2.401374

Antenna 117: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Shape 13.405770 13.405770 11.094904 10.313617 9.208651 3.065838 2.424045 4.098259 1.608488

Antenna 117: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Temporal Discontinuties 14.494435 5.219588 5.630664 2.134513 1.538341 3.872686 0.009864 14.494435 5.126125

Antenna 117: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 25.417648 16.483566 20.113091 23.225246 25.417648 6.840771 12.322249 2.767899 5.423829

Antenna 117: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 26.354313 19.833631 17.301739 26.354313 24.279330 4.289259 2.616631 2.210288 0.910225

Antenna 117: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 20.135866 18.310327 17.389780 20.135866 18.591335 4.255295 3.737423 5.949490 3.288178

Antenna 117: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 27.863669 17.543541 14.403660 27.863669 25.259488 11.133811 7.252044 5.836944 3.065071

Antenna 117: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 29.271484 13.816869 17.701358 26.216631 29.271484 15.779585 20.049873 16.674647 16.448426

Antenna 117: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 25.920001 13.761424 20.403151 23.114965 25.920001 10.408912 19.874972 6.283832 18.831946

Antenna 117: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 51.187326 15.987014 19.165618 46.609552 51.187326 7.196508 13.040229 3.643194 8.303026

Antenna 117: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 33.287775 17.077771 14.426500 33.287775 29.951169 21.888279 14.355314 4.205067 1.242887

Antenna 117: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 31.414819 19.668292 16.597362 31.414819 27.972391 28.071034 21.629479 1.624866 0.120008

Antenna 117: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 36.343318 26.055186 28.489655 33.915947 36.343318 21.851918 21.191096 3.828109 4.726425

Antenna 117: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 117: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 117: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Temporal Variability 70.800352 20.273842 18.171695 16.687280 15.322210 70.800352 64.382277 -0.096480 0.037918

Antenna 117: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 1.212265 1.209421 0.680139 1.134739 1.212265 1.008307 0.314623 -0.650405 -2.263332

Antenna 117: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok ee Power 14.500012 0.247763 0.999081 14.114862 14.500012 3.669921 4.975380 11.271941 12.999624

Antenna 117: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Temporal Variability 31.219233 20.016918 16.664051 19.562857 18.011575 31.219233 21.465975 -0.096987 0.106256

Antenna 117: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok ee Power 2.177874 0.057206 0.331087 1.998812 2.177874 -0.458385 0.561404 -1.492391 -0.623265

Antenna 117: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok ee Power 3.258206 0.712300 0.796120 3.211283 3.258206 0.004896 2.213129 -1.751848 -0.358469

Antenna 117: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 3.568242 1.053550 0.660086 3.441466 3.568242 1.142015 -0.812564 -0.934431 -1.358033

Antenna 117: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok ee Power 18.232628 1.706109 0.155805 18.232628 17.566711 6.364690 4.960690 -0.509843 -1.923339

Antenna 117: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok ee Power 5.508717 1.768332 0.851405 5.508717 5.461893 3.426457 0.961183 -1.067331 -1.981150

Antenna 117: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 5.302716 0.849415 1.640250 5.302716 5.249329 0.600922 1.981477 -1.526467 -0.513071

Antenna 117: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok ee Temporal Variability 4.446967 1.017515 1.654793 4.289003 4.172508 2.379093 4.446967 -2.301147 -1.547389

Antenna 117: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 7.079434 1.261838 1.046594 7.002217 7.079434 1.434016 0.396057 0.945010 -0.726477

Antenna 117: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok ee Temporal Variability 6.737155 1.230287 2.049196 6.291068 6.040814 3.667565 6.737155 -1.584958 -1.150888

Antenna 117: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 4.078068 1.105408 1.750120 4.078068 3.895990 1.259878 2.311273 -1.012591 -0.868477

Antenna 117: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 5.094955 -0.122216 0.945873 4.880797 5.094955 -0.798067 -1.270677 -0.357337 -0.866763

Antenna 117: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 5.516737 2.307048 3.293578 5.516737 5.183036 5.092739 4.995661 -1.536233 -1.095148

Antenna 117: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 5.745628 2.840545 1.786963 5.677866 5.745628 4.272387 3.085362 -0.919780 -1.012424

Antenna 117: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 5.492063 2.873346 3.433047 5.492063 4.978774 1.887078 1.759841 -1.810884 -1.642215

Antenna 117: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok ee Temporal Variability 7.720127 1.767217 1.406291 5.863985 5.663937 7.720127 2.459588 -0.288660 -1.287972

Antenna 117: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok ee Power 3.925535 2.882444 1.894961 3.925535 3.706619 3.616925 2.838962 -0.787475 -0.791969

Antenna 117: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok ee Power 5.347671 1.218014 1.834542 4.228469 5.347671 3.066430 5.006655 -1.102527 -0.676319

Antenna 117: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok ee Temporal Variability 5.184006 1.625580 2.575080 3.781480 4.506063 3.775781 5.184006 -1.124100 -1.242848

Antenna 117: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 117: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok ee Temporal Variability 12.024689 4.649078 4.541582 4.962308 4.741199 10.652223 12.024689 -0.975268 -0.453702
In [ ]: